Period
to 12 December 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 12 December 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 103 111 108
Rank change year-on-year +8 -3 -27
Permanent jobs citing Data Structures 37 70 41
As % of all permanent IT jobs advertised in Cambridge 1.84% 2.19% 1.78%
As % of the Miscellaneous category 3.89% 4.70% 4.09%
Number of salaries quoted 31 30 29
Cambridge median annual salary £65,000 £50,000 £31,500
Median salary % change year-on-year +30.00% +58.73% -21.25%
10th Percentile £32,500 £37,500 £18,000
90th Percentile £72,500 £68,750 £61,500
Cambridgeshire median annual salary £57,500 £50,000 £39,500
% change year-on-year +15.00% +26.58% -1.25%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 950 1,488 1,003
As % of all permanent IT jobs advertised in Cambridge 47.19% 46.51% 43.51%
Number of salaries quoted 708 1,059 826
Cambridge median annual salary £51,250 £50,000 £45,000
Median salary % change year-on-year +2.50% +11.11% +3.30%
10th Percentile £27,675 £30,000 £26,250
90th Percentile £72,500 £75,000 £72,500
Cambridgeshire median annual salary £47,500 £50,000 £45,000
% change year-on-year -5.00% +11.11% +5.88%

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 12 December 2018.

Salary histogram for Data Structures in Cambridge

For the 6 months to 12 December 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 28 (75.68%) Software Engineering
2 24 (64.86%) Algorithms
3 23 (62.16%) Agile Software Development
4 20 (54.05%) Java
5 16 (43.24%) Unit Testing
6 14 (37.84%) Test Automation
6 14 (37.84%) Web Services
7 12 (32.43%) JSON
7 12 (32.43%) Microsoft Azure
7 12 (32.43%) Amazon AWS
8 11 (29.73%) Continuous Integration
9 10 (27.03%) Multithreading
9 10 (27.03%) NoSQL
10 9 (24.32%) jQuery
10 9 (24.32%) HTML
10 9 (24.32%) JavaScript
10 9 (24.32%) CSS
11 8 (21.62%) SQL
11 8 (21.62%) Degree
11 8 (21.62%) Computer Science
11 8 (21.62%) MongoDB
11 8 (21.62%) Computer Science Degree
12 7 (18.92%) Docker
12 7 (18.92%) Git (software)
12 7 (18.92%) RESTful
12 7 (18.92%) Spring
12 7 (18.92%) MVC
12 7 (18.92%) Windows
12 7 (18.92%) Python
13 6 (16.22%) OOP

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 6 (16.22%) Elasticsearch
2 5 (13.51%) Cloud Foundry
3 4 (10.81%) Apache
Applications
1 2 (5.41%) Microsoft Excel
Cloud Services
1 12 (32.43%) Amazon AWS
1 12 (32.43%) Microsoft Azure
2 6 (16.22%) Cloud Computing
2 6 (16.22%) Firebase
2 6 (16.22%) Google Cloud Platform
Communications & Networking
1 1 (2.70%) SSL
Database & Business Intelligence
1 10 (27.03%) NoSQL
2 8 (21.62%) MongoDB
3 6 (16.22%) HBase
4 4 (10.81%) Big Data
4 4 (10.81%) Hadoop
4 4 (10.81%) MySQL
4 4 (10.81%) PostgreSQL
5 2 (5.41%) QlikView
5 2 (5.41%) Relational Database
5 2 (5.41%) SQL Server Reporting Services
Development Applications
1 7 (18.92%) Git (software)
2 5 (13.51%) Maven
3 1 (2.70%) Gradle
3 1 (2.70%) Subversion
General
1 5 (13.51%) Finance
2 2 (5.41%) Marketing
Job Titles
1 28 (75.68%) Software Engineer
2 6 (16.22%) C# Developer
2 6 (16.22%) Developer
3 5 (13.51%) Java Engineer
3 5 (13.51%) Java Software Engineer
4 4 (10.81%) JavaScript Engineer
4 4 (10.81%) Senior Software Engineer
5 3 (8.11%) Lead Software Engineer
5 3 (8.11%) Machine Learning Engineer
5 3 (8.11%) Python Engineer
5 3 (8.11%) Python Software Engineer
6 2 (5.41%) Analyst
6 2 (5.41%) Business Intelligence Analyst
6 2 (5.41%) Junior
6 2 (5.41%) Junior Software Engineer
7 1 (2.70%) C# Software Developer
7 1 (2.70%) Support Engineer
7 1 (2.70%) Technical Engineer
7 1 (2.70%) Technical Support
7 1 (2.70%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 14 (37.84%) Web Services
2 12 (32.43%) JSON
3 9 (24.32%) CSS
3 9 (24.32%) HTML
3 9 (24.32%) jQuery
4 7 (18.92%) RESTful
4 7 (18.92%) Spring
5 6 (16.22%) TensorFlow
6 5 (13.51%) Node.js
6 5 (13.51%) REST
7 4 (10.81%) Apache Commons
7 4 (10.81%) HTML5
7 4 (10.81%) OSGi
7 4 (10.81%) SOAP
7 4 (10.81%) WSDL
8 3 (8.11%) Hibernate
8 3 (8.11%) JDBC
8 3 (8.11%) JPA
8 3 (8.11%) LESS
8 3 (8.11%) Polymer
Miscellaneous
1 24 (64.86%) Algorithms
2 5 (13.51%) Enterprise Cloud
3 4 (10.81%) Virtual Team
4 3 (8.11%) Enterprise Software
5 1 (2.70%) Blog
5 1 (2.70%) Life Science
5 1 (2.70%) PKI
Operating Systems
1 7 (18.92%) Windows
2 1 (2.70%) Linux
Processes & Methodologies
1 28 (75.68%) Software Engineering
2 23 (62.16%) Agile Software Development
3 16 (43.24%) Unit Testing
4 14 (37.84%) Test Automation
5 11 (29.73%) Continuous Integration
6 10 (27.03%) Multithreading
7 8 (21.62%) Computer Science
8 7 (18.92%) MVC
9 6 (16.22%) DevOps
9 6 (16.22%) Machine Learning
9 6 (16.22%) Mathematical Modelling
9 6 (16.22%) Mathematics
9 6 (16.22%) OOP
10 5 (13.51%) Biometrics
10 5 (13.51%) Data Management
10 5 (13.51%) Data Modelling
11 4 (10.81%) Data Science
11 4 (10.81%) Regression Testing
11 4 (10.81%) Scrum
11 4 (10.81%) Web Development
Programming Languages
1 20 (54.05%) Java
2 9 (24.32%) JavaScript
3 8 (21.62%) SQL
4 7 (18.92%) Python
5 6 (16.22%) C#
5 6 (16.22%) C++
5 6 (16.22%) Kotlin
6 1 (2.70%) Perl
Qualifications
1 8 (21.62%) Computer Science Degree
1 8 (21.62%) Degree
System Software
1 7 (18.92%) Docker
2 1 (2.70%) Active Directory
Systems Management
1 6 (16.22%) Kubernetes
2 1 (2.70%) Ansible
2 1 (2.70%) Opscode Chef
2 1 (2.70%) Puppet
2 1 (2.70%) Single Sign-On
Vendors
1 6 (16.22%) Google
2 5 (13.51%) Microsoft
3 4 (10.81%) Oracle
4 2 (5.41%) Salesforce.com